Fungal spore data analysis

Koon Ho Wong’s lab, University of Macau

Transcription in spores

Profiles of pre-initiation complex (PIC) factors

Load feature file and data (bw files stored as GRanges object).

# bw files data
data_files <- system.file("extdata/sysdata.rda" , package = "FungalSporeAnalysis")
load(data_files)

# genome feature file
sql_lite_dir <- system.file("extdata","sqllite" , package = "FungalSporeAnalysis")
sql_files <- list.files(path = sql_lite_dir , full.names = T)
names(sql_files) <- basename(sql_files)

# gene lists with expression

gene_list_dir <- system.file("extdata","genesets" , package = "FungalSporeAnalysis")
gene_list_files <- list.files(path = gene_list_dir , full.names = T)
names(gene_list_files) <- basename(gene_list_files)

PIC profiles ie. RNAP-II, TBP and TFII-B in spores of A. nidulans generated using genelist_specific_profileplot function.

gene_list <- readr::read_delim(gene_list_files["an_spore_pol2.txt" ], delim="\t", col_names = FALSE)
feature_txDb <- AnnotationDbi::loadDb(sql_files["an_feature_file_s10_m04_r07.sqlite"])

# RNAP-II 
genelist_specific_profileplot(feature_txDb =feature_txDb,bw_files = "pol2_veA_wt_spore", genelist=gene_list, output_name="An_Spore_Pol2", ymin=3,max_key = 10, min_key = 0, ymax = 5.5, palette = "white_red")

# TBP
genelist_specific_profileplot(feature_txDb =feature_txDb,bw_files = "veA_wt_TBP_spore", genelist=gene_list,max_key=4.5,min_key = 0, output_name="An_Spore_TBP", ymin=3, palette = "white_green", ymax = 5.5)

# TFII-B
genelist_specific_profileplot(feature_txDb =feature_txDb,bw_files = "TFIIB_veA_wt_spore", genelist=gene_list,max_key=5,min_key = 1, output_name="An_Spore_TFIIB", ymin=3, palette = "white_blue", ymax = 5.5)

Percentile rank of RNAP-II, mRNA-levels and H3

Distribution of actively transcrbing genes ranked by RNAP-II values in data RNAP-II and RNASeq data.

genelist <- readr::read_delim(gene_list_files["an_spore_pol2_for_percentilelineplot.txt"],delim="\t", col_names=FALSE)

# RNAP-II
lineplot_for_bw(feature_txDb, genelist =genelist,bw_file="pol2_veA_wt_spore", output_name = "pol2_veA_wt_spore")

# mRNA levels
lineplot_for_bw(feature_txDb, genelist=genelist, bw_file="An_d3_spore_mRNA_hisat2", output_name = "An_d3_spore_mRNA_hisat2", tss=FALSE)

Distribution of actively transcrbing genes ranked by RNAP-II values and control genes(non-transcribing genes) in H3 data.

# Histone H3 occupancy
genelist <- readr::read_delim(gene_list_files["an_spore_pol2_for_H3percentile.txt"],delim="\t", col_names=FALSE)

lineplot_for_bw(feature_txDb, genelist =genelist,bw_file="H3_an_spore", output_name = "H3_an_spore", expression_value = FALSE)

Histone occupancy

Different histone mark’s occupancy at actively transcribing genes in spore. Here, histone mark signals are normalized to H3. Plots are generated using profiles_normalized_by_control function. First, load RNAP-II signals to rank the histone marks and a genelist of control genes which are lowly transcribing or non-transcribing genes. And then generate normalized profiles of H3Ac, H3K4me3 and H3K36me3 marks.

genelist_1 <- readr::read_delim(gene_list_files["an_spore_pol2.txt"], delim="\t", col_names = FALSE)
genelist_2 <- readr::read_delim(gene_list_files["an_spore_pol2_controlgenes.txt"], delim="\t", col_names = FALSE)

# H3Ac occupancy
profiles_normalized_by_control(feature_txDb = feature_txDb,bw_test = "H3AC_veA_wt_spore", bw_control = "H3_an_spore",genelist_1 = genelist_1,genelist_2 = genelist_2, ymax = 3.8,ymin=0.5, output_name = "H3Ac_veA_wt_spore")

# H3K4me3
profiles_normalized_by_control(feature_txDb = feature_txDb,bw_test = "H3K4me3_veA_wt_spore", bw_control = "H3_an_spore",genelist_1 = genelist_1,genelist_2 = genelist_2, ymax = 6,ymin=0.3, output_name = "H3K4me3_veA_wt_spore")

# H3K36me3
profiles_normalized_by_control(feature_txDb = feature_txDb,bw_test = "H3K36me3_veA_wt_spore", bw_control = "H3_an_spore",genelist_1 = genelist_1,genelist_2 = genelist_2, ymax = 2,ymin=0.5, output_name = "H3K36me3_veA_wt_spore")

Initiation and RNAP-III factors

# tRNA feature file
feature_txDb <- AnnotationDbi::loadDb(sql_lite_file["an_feature_file_s10_m04_r07_tRNA.sqlite"])
# tRNA signal file 
gene_list <- readr::read_delim(gene_list_files["an_spore_tRNA.txt"], delim="\t", col_names = FALSE)

# TFIII-B
genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = "AN3116_HA_spore",ymax = 280, ymin = 10, max_key = 59, min_key = 0, output_name = "AN3116_HA_spore", log2 = FALSE, palette = "cream_green")

# TBP
genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = "veA_wt_TBP_spore",ymax = 46, ymin = 8, max_key = 59, min_key = 0, output_name = "TBP_veA_wt_spore_tRNA", log2 = FALSE, palette = "cream_green")

# TFIII-C
genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = "AN7997_HA_spore",ymax = 26, ymin = 8, max_key = 59, min_key = 0, output_name = "AN7997_HA_spore", log2 = FALSE, palette = "cream_green")

# Rpo31
genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = "AN10316_HA_spore",ymax = 270, ymin = 10, max_key = 150, min_key = 0, output_name = "AN10316_HA_spore", log2 = FALSE, palette = "cream_brown")

# Rpc40
genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = "AN2415_HA_spore",ymax = 180, ymin = 10, max_key = 150, min_key = 0, output_name = "AN2415_HA_spore", log2 = FALSE, palette = "cream_brown")

# Rpc11
genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = "AN4219_myc_spore",ymax = 225, ymin = 10, max_key = 150, min_key = 0, output_name = "AN4219_myc_spore", log2 = FALSE, palette = "cream_brown")

5S-rDNA

# rRNA feature file
feature_txDb <- AnnotationDbi::loadDb(sql_files["aniger_feature_file_s01_m07_r09_5SrDNA.sqlite"])

# rRNA signal file 
gene_list <- readr::read_delim(gene_list_files["an_spore_5SrDNA.txt"], delim="\t", col_names = FALSE)

# Initiation factors
bw_files <- c("AN3116_HA_spore_niger","veA_wt_TBP_spore_niger", "AN7997_HA_spore_niger")

genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = bw_files,ymax = 2200, ymin = 0, max_key = 1050, min_key = 0, output_name = "an_spore_initiationfactor_5SrDNA", log2 = FALSE, palette = "cream_green", rename = TRUE)

# RNAP-III subunits
bw_files=c("AN10316_HA_spore_niger","AN2415_HA_spore_niger", "AN4219_myc_spore_niger")

genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = bw_files,ymax = 2500, ymin = 0, max_key = 1050, min_key = 0, output_name = "an_spore_pol3_5SrDNA", log2 = FALSE, palette = "cream_brown", rename = TRUE)

Transcription in other fungal spores.

A. nidualans, A. fumigatus and P. marneffei spores.

# A. nidulans 
feature_txDb <- AnnotationDbi::loadDb(sql_files["an_feature_file_s10_m04_r07.sqlite"])
bw_files <- c("pol2_veA_wt_spore","input_an_3dspore_polII")

genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = NULL, bw_files = bw_files,top_line = FALSE, max_key = 59, min_key = 0, output_name = "an_pol2_input", log2 = FALSE, palette = "cream_brown", rename = TRUE)

# A. fumigatus
feature_txDb <- AnnotationDbi::loadDb(sql_files["af_feature_file_s03_m05_r07.sqlite"])
bw_files <- c("Af293_spore_2d_polii","input_af_3dspore_polII")

genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = NULL, bw_files = bw_files,top_line = FALSE, max_key = 30, min_key = 0, output_name = "af_pol2_input", log2 = FALSE, palette = "cream_green", rename = TRUE)

# P. marneffei
feature_txDb <- AnnotationDbi::loadDb(sql_files["pm_feature_file_fungiDb41.sqlite"])
bw_files <- c("pm_3day_spore_pol2","input_pm_21dspore_polII")

genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = NULL, bw_files = bw_files,top_line = FALSE, max_key = 30, min_key = 0, output_name = "pm_pol2_input", log2 = FALSE, palette = "cream_pink", rename = TRUE)

Spores specific genes expression.

dat <- readr::read_delim(gene_list_files["an_spore_hypha_specificgenes.txt"], delim="\t", col_names = TRUE)
input_data <- dat %>% dplyr::filter(class=="spore_maturation")

ggplot_heatmap(input_data ,threshold = TRUE, output_name = "An_spores_maturation_genes_exprsn")

Functional analysis of spores in three fungi.

GO enrichment of actively transcribing genes of A. nidulans, A. fumigatus and P. marneffei.

data <- readr::read_delim(gene_list_files["an_af_pm_spores_GO.txt"], col_names = TRUE, delim="\t")
GO_diamondplot(data, output_name = "An_Af_Pm_GO", palette="three_color")

GO enrichment of actievly transcribing genes in A. nidulans spores under temperature, salt and Zn- stress.

data <- readr::read_delim(gene_list_files["an_spore_stress_GO.txt"], col_names = TRUE, delim="\t")
data_subset <- data %>% dplyr::filter(class=="4C"|class=="42C")

GO_diamondplot(data=data_subset, output_name = "An_spore_temperature", palette="two_color")

GO enrichment of actievly transcribing genes in A. fumigatus spores under salt and Zn- stress.

data <- readr::read_delim(gene_list_files["af_spore_stress_GO.txt"], col_names = TRUE, delim="\t")
data_subset <- data %>% dplyr::filter(class=="Zn")

GO_diamondplot(data=data_subset, output_name = "Af_spore_Zn", palette="two_color")

Time-course of spores

RNAP-II time-course (3-day, 6-day, 17-day) A. nidulans spores.

feature_txDb <- AnnotationDbi::loadDb(sql_files["an_feature_file_s10_m04_r07.sqlite"])
bw_files <- c("pol2_veA_wt_spore","6day_pol2_spore","17day_pol2_spore")
gene_list <- readr::read_delim(gene_list_files["an_spore_pol2.txt"], delim="\t", col_names = FALSE)


genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = bw_files,ymax = 62, ymin = 10, max_key = 60, min_key = 0, output_name = "an_pol2_3d_6d_17d", log2 = FALSE, palette = "cream_brown", rename = TRUE)

RNAP-II time-course (3-day, 17-day) of A. fumigatus spores.

feature_txDb <- AnnotationDbi::loadDb(sql_files["af_feature_file_s03_m05_r07.sqlite"])
gene_list <- readr::read_delim(gene_list_files["af_spore_pol2.txt"], delim="\t", col_names = FALSE)

# plot1: 3-day, plot2: 17-day
bw_files <- c("Af293_spore_2d_polii", "af293_spore_17d_polii")

genelist_specific_profileplot(feature_txDb = feature_txDb, genelist = gene_list, bw_files = bw_files,ymax=30,ymin=10, max_key = 30, min_key = 0, output_name = "af_3day_17day_spore_pol2", log2 = FALSE, palette = "cream_green", rename = TRUE)

Supplementary figures

Correlation between replicates

RNAP-II and RNASeq correlation was computed using normalised read count over the gene-body. Scatterplot of normalised read count and FPKM values were plotted using scatter plot functionality of FungiExpresZ v0.0.4

  1. RNAP-II

  1. RNASeq

For histone marks and TF’s, normalised bw files are compared using multiBigwigSummary function from deeptools.

multiBigwigSummary bins -bs 1000 -b an_spore_H3_AGAACACC_CL1019Mix_normalized.bw an_spore_H3_mix35_TCCAGCCTCT_normalized.bw -outRawCounts an_histone_spore_count_mat.tab --chromosomesToSkip mito_A_nidulans_FGSC_A4 -l an_spore_H3_set1 an_spore_H3_set2
  1. Histone marks
dat <- read.delim("inst/extdata/correlation_data/an_histone_spore_count_mat.tab",sep="\t", header = TRUE)
gp <- bw_corr(dat, pattern = ".*_spore_(.*)_(.*)")

4. TF’s

dat <- read.delim("inst/extdata/correlation_data/an_tbp_tf2b_spore_count_mat.tab",sep="\t", header = TRUE)
gp <- bw_corr(dat, pattern = ".*_spore_(.*)_(.*)")